Mon 17 Tue 18 Wed 19 Thu 20 Fri 21
9:15-9:45 9:50 Opening R. Fioresi X. Wang O. Ceyhan G. Sergeant-Perthuis
10:00-10:30 F. Barbaresco B. Dherin Z. Zhang T. Luo Y. Frégier
10:45-11:15 Coffee break Coffee break Coffee break Coffee break Coffee break
11:15-11:45 F. Vaccarino O. Zaghen R. Duits P. Tardivel E. Tron
12:00-12:30 X. Gu F. Zanchetta N. van den Berg C. A. Alcalde J. Slovák
13:00 Lunch Lunch Lunch Lunch Lunch - Closure
14:00-18:00 Free discussion Free discussion Free afternoon Free discussion
18:00-18:15 N. Kowalzig F. D'Andrea G. Dito
18:20-18:35 E. Latini S. Fu M. Xiang
18:40-18:55 I. Androulidakis P. Aschieri M. Stienon
19:30 Dinner Dinner Dinner Dinner Dinner

The booklet of abstracts is here.

Regular talks

Carlos A. Alcalde : Radar detection and quantum theory

Frédéric Barbaresco : Lie Groups Thermodynamics and Foliations Structures of Metriplectic Flow
for Machine Learning on Lie groups and Thermodynamics-Informed Neural Networks

Özgür Ceyhan : Tropical Geometry in Backpropagation

Benoît Dherin: Why neural networks find (geometrically) simple solutions

Remco Duits: Geometric Learning via data-efficient PDE-G-CNNs: Training of Association Fields

Rita Fioresi: The Geometry of Deep Learning

Yaël Frégier: Transitioning from mathematics to deep learning

Xianfeng David Gu: A Geometric View of Optimal Transport for Generative Models

Tao Luo: Structure and Gradient Flow Near Global Minima of Neural Networks

Grégoire Sergeant-Perthuis: Optimization over functors and application to Bayesian inference and statistical mechanics

Jan Slovák: Geometry of Diffusion Tensor Imaging

Patrick Tardivel: The solution path of the Sorted L One Penalized Estimation (SLOPE)

Eliot Tron: Manifold Learning via Foliations and Knowledge Transfer

Francesco Vaccarino: Learning and not learning with topology

Nicky van den Berg: Geodesic Tracking via Data-Driven Geometry for Vascular Tree Tracking

Xiaoping Wang: Topology optimization using generative models

Olga Zaghen: Nonlinear Sheaf Diffusion in Graph Neural Networks

Ferdinando Zanchetta: Sheaves and deeper geometric structures on graphs

Zhen Zhang: An Enhanced Gromov-Wasserstein Barycenter Method for Graph-based clustering


Iakovos Androulidakis: Hypoellipticity and the Helffer-Nourigat conjecture

Paolo Aschieri: Noncommutative differential geometry and Laplacians on graphs

Francesco D'Andrea: Optimal (Quantum) Transport and Noncommutative Geometry

Giuseppe Dito: ħ-expansion of Wightman distributions

Siqi Fu: Deformation of Complex and CR structures

Niels Kowalzig: Higher structures on homology groups

Emanuele Latini: Higher conformal Yang–Mills energy

Mathieu Stienon: Formal geometry of groupoids

Maosong Xiang: Cohomology of regular Courant algebroids